where HSIC(\(\cdot \) ,\(\cdot \) ) denotes the Hilbert-Schmidt independence criterion [1]}. Note that, CKA is invariant to the orthogonal transformation and isotropic scaling, which enables valuable and effective comparison and analysis on hidden representations of deep networks.
